/Emotion-Recognition-Papers

A list of papers for emotion recognition using machine learning/deep learning.

Emotion Recognition Papers

This repo contains a list of papers for emotion recognition using machine learning/deep learning.

If you have any suggested papers, please contact me ziyujia{at}bjtu.edu.cn

Paper List

Title Author Date Publication Link Model Data
EEG emotion recognition model based on the LIBSVM classifier Chen, Tian, et al. Dec-2020 Measurement URL LIBSVM EEG
SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition Jia, Ziyu, et al. Oct-2020 Proceedings of the 28th ACM International Conference on Multimedia (ACM MM) URL 3D Dense Network EEG
EEG-based emotion recognition via channel-wise attention and self attention Tao, Wei, et al. Sep-2020 IEEE Transactions on Affective Computing URL CNN, RNN EEG
A Novel Transferability Attention Neural Network Model for EEG Emotion Recognition Li, Yang, et al. Sep-2020 arXiv preprint arXiv:2009.09585 URL TANN EEG
Emotion Recognition under Sleep Deprivation Using a Multimodal Residual LSTM Network Tao, Le-Yan, et al. Jul-2020 2020 International Joint Conference on Neural Networks (IJCNN) URL LSTM EEG
A novel bi-hemispheric discrepancy model for eeg emotion recognition Li, Yang, et al. Jun-2020 IEEE Transactions on Cognitive and Developmental Systems URL BiHDM EEG
Emotion Classification Using EEG Brain Signals and the Broad Learning System Issa, Sali, et al. Feb-2020 IEEE Transactions on Systems, Man, and Cybernetics: Systems URL BLS EEG
Affective Computing for Large-scale Heterogeneous Multimedia Data A Survey Zhao, Sicheng, et al. Dec-2019 ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM) URL Survey images, music, videos, and multimodal data
Emotion recognition using multimodal residual LSTM network Ma, Jiaxin, et al. Oct-2019 Proceedings of the 27th ACM international conference on multimedia URL LSTM EEG, EOG, EMG
A Multi-Column CNN Model for Emotion Recognition from EEG Signals Yang, Heekyung, et al. Oct-2019 Sensors URL CNN EEG
SAE+LSTM: A New Framework for Emotion Recognition From Multi-Channel EEG Xing, Xiaofen, et al. Jun-2019 Frontiers in neurorobotics URL LSTM EEG
Learning CNN features from DE features for EEG-based emotion recognition Hwang, Sunhee, et al. Jun-2019 Pattern Analysis and Applications URL CNN EEG
Utilizing Deep Learning Towards Multi-modal Bio-sensing and Vision-based Affective Computing Siddharth, Siddharth, et al. May-2019 IEEE Transactions on Affective Computing URL CNN, LSTM EEG, ECG
Utilizing Deep Learning Towards Multi-modal Bio-sensing and Vision-based Affective Computing Siddharth, Siddharth, et al. May-2019 IEEE Transactions on Affective Computing URL CNN EEG, ECG
Automatic Emotion Recognition (AER) System based on Two-Level Ensemble of Lightweight Deep CNN Models Qazi, Emad-ul-Haq, et al. Apr-2019 arXiv preprint arXiv:1904.13234 URL CNN EEG
Using the center loss function to improve deep learning performance for EEG signal classification. Zhang, Wenxiang and Liu, Qingshan Mar-2019 2018 Tenth International Conference on Advanced Computational Intelligence (ICACI) URL CNN, LSTM EEG
Accurate EEG-Based Emotion Recognition on Combined Features Using Deep Convolutional Neural Networks Chen, JX, et al. Mar-2019 IEEE Access URL 2*CNN, 2*FC EEG
Subject-Independent Emotion Recognition During Music Listening Based on EEG Using Deep Convolutional Neural Networks Keelawat, Panayu, et al. Mar-2019 2019 IEEE 15th International Colloquium on Signal Processing & Its Applications (CSPA) URL CNN EEG
EEG Based Emotion Recognition by Combining Functional Connectivity Network and Local Activations Li, Peiyang, et al. Feb-2019 IEEE Transactions on Biomedical Engineering URL PLV EEG
EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks and Broad Learning System Wang, Xue-han, et al. Jan-2019 2018 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) URL DGCNN, BLS EEG
Emotion Recognition from Multiband EEG Signals Using CapsNet Chao, Hao, et al. Jan-2019 Sensors URL CapsNet EEG
Recognition of emotions using multichannel EEG data and DBN-GC-based ensemble deep learning framework Chao, Hao, et al. Dec-2018 Computational intelligence and neuroscience URL DBN EEG
A Bi-hemisphere Domain Adversarial Neural Network Model for EEG Emotion Recognition Li, Yang, et al. Dec-2018 IEEE Transactions on Affective Computing URL LSTM EEG
Continuous Convolutional Neural Network with 3D Input for EEG-Based Emotion Recognition Yang, Yilong, et al. Dec-2018 International Conference on Neural Information Processing URL CNN EEG
A bi-hemisphere domain adversarial neural network model for EEG emotion recognition Li, Yang, et al. Dec-2018 IEEE Transactions on Affective Computing URL BiDANN EEG
Using deep convolutional neural network for emotion detection on a physiological signals dataset (AMIGOS) Santamaria-Granados, et al. Nov-2018 IEEE Access URL CNN EEG, ECG, GMR
EEG Emotion Recognition Based on Granger Causality and CapsNet Neural Network. Jinliang, GUO, et al. Nov-2018 2018 5th IEEE International Conference on Cloud Computing and Intelligence Systems (CCIS) URL CNN EEG
EEG Emotion Classification Based On Baseline Strategy Xu, Jinghan, et al. Nov-2018 2018 5th IEEE International Conference on Cloud Computing and Intelligence Systems (CCIS) URL CNN EEG
Cross-corpus EEG-based emotion recognition Rayatdoost, Soheil, et al. Nov-2018 2018 IEEE 28th International Workshop on Machine Learning for Signal Processing (MLSP) URL CNN EEG
Comparison of Facial Emotion Recognition Based on Image Visual Features and EEG Features Long, Yanfang, et al. Nov-2018 International Conference on Cognitive Systems and Signal Processing URL GRU EEG
On the influence of affect in EEG-based subject identification Arnau-González, Pablo, et al. Oct-2018 IEEE Transactions on Affective Computing URL AdaBOOST EEG
Empirical Evidence Relating EEG Signal Duration to Emotion Classification Performance Pereira, Eanes Torres, et al. Sep-2018 IEEE Transactions on Affective Computing URL HOC's EEG
A recurrence quantification analysis-based channel-frequency convolutional neural network for emotion recognition from EEG Yang, Yu-Xuan, et al. Aug-2018 Chaos: An Interdisciplinary Journal of Nonlinear Science URL CFCNN, RQA EEG
Data Encoding Visualization Based Cognitive Emotion Recognition with AC-GAN Applied for Denoising. Qiu, Jie-Lin, et al. Jul-2018 2018 IEEE 17th International Conference on Cognitive Informatics & Cognitive Computing (ICCI* CC) URL GAN EEG
Multimodal Emotion Recognition Method Based on Convolutional Auto-Encoder Zhou, Jian, et al. Jul-2018 International Journal of Computational Intelligence Systems URL CNN EEG, EP
EmotioNet: A 3-D Convolutional Neural Network for EEG-based Emotion Recognition Wang, Yi, et al. Jul-2018 2018 International Joint Conference on Neural Networks (IJCNN) URL CNN EEG
Emotion Recognition from Multi-Channel EEG through Parallel Convolutional Recurrent Neural Network Yang, Yilong, et al. Jul-2018 2018 International Joint Conference on Neural Networks (IJCNN) URL CNN, RNN EEG
Emotion Recognition using AutoEncoders and Convolutional Neural Networks Prieto, Luis Antonio Beltrán, et al. Jun-2018 Mendel URL CNN Facial expression
A mutual information based adaptive windowing of informative EEG for emotion recognition Piho, Laura, et al. May-2018 IEEE Transactions on Affective Computing URL Window Selection EEG
Multi-Modal Emotion recognition on IEMOCAP Dataset using Deep Learning Tripathi, Samarth, et al. Apr-2018 arXiv preprint arXiv:1804.05788 URL RNN, CNN Speech, Text, and Motion capture
Convolutional neural network approach for EEG-based emotion recognition using brain connectivity and its spatial information Moon, Seong-Eun, et al. Apr-2018 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) URL CNN EEG
Eeg emotion recognition using dynamical graph convolutional neural networks Song, Tengfei, et al. Mar-2018 IEEE Transactions on Affective Computing URL DGCNN EEG
Improvement on Speech Emotion Recognition Based on Deep Convolutional Neural Networks Niu, Yafeng, et al. Mar-2018 Proceedings of the 2018 International Conference on Computing and Artificial Intelligence URL CNN SER
EmotionMeter: A Multimodal Framework for Recognizing Human Emotions Zheng, Wei-Long, et al. Feb-2018 IEEE transactions on cybernetics URL RBM EEG, EOG
Emotionmeter: A multimodal framework for recognizing human emotions Zheng, Wei-Long, et al. Feb-2018 IEEE transactions on cybernetics URL RBM EEG, Eye Movement
Data augmentation for eeg-based emotion recognition with deep convolutional neural networks Wang, Fang, et al. Feb-2018 International Conference on Multimedia Modeling URL SVM/ LeNet/ ResNet EEG
Spatial–Temporal Recurrent Neural Network for Emotion Recognition Zhang, Tong, et al. Jan-2018 IEEE transactions on cybernetics URL RNN EEG
Deep Physiological Affect Network for the Recognition of Human Emotions Kim, Byung Hyung, et al. Jan-2018 IEEE Transactions on Affective Computing URL ConvLSTM EEG, PPG
EEG-Based Emotion Recognition using 3D Convolutional Neural Networks Salama, Elham S, et al. Jan-2018 Int. J. Adv. Comput. Sci. Appl URL CNN EEG
Hierarchical convolutional neural networks for EEG-based emotion recognition Li, Jinpeng, et al. Dec-2017 Cognitive Computation URL CNN EEG
Deep belief network based affect recognition from physiological signals Kawde, Piyush, et al. Oct-2017 2017 4th IEEE Uttar Pradesh Section International Conference on Electrical, Computer and Electronics (UPCON) URL DBN EEG, EOG, EMG, GSR
Emotions Recognition Using EEG Signals: A Survey Alarcao, Soraia M, et al. Jun-2017 IEEE Transactions on Affective Computing URL Survey EEG
Identifying Stable Patterns over Time for Emotion Recognition from EEG Zheng, Wei-Long, et al. Jun-2017 IEEE Transactions on Affective Computing URL GRELM EEG
EEG-Based Emotion Recognition Using Hierarchical Network With Subnetwork Nodes Yang, Yimin, et al. Mar-2017 IEEE Transactions on Cognitive and Developmental Systems URL SLFN EEG, EOG, EMG
Using deep and convolutional neural networks for accurate emotion classification on DEAP dataset Tripathi, Samarth, et al. Feb-2017 Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence URL DNN, CNN EEG
Gaussian process dynamical models for multimodal affect recognition García, Hernán F., et al. Aug-2016 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) URL SVM EEG
Multimodal Emotion Recognition Using Multimodal Deep Learning Liu, Wei, et al. Feb-2016 arXiv preprint arXiv:1602.08225 URL DAE EEG
Fisher feature selection for emotion recognition Boonthong, Piyatragoon, et al. Feb-2016 2015 International Computer Science and Engineering Conference (ICSEC) URL F-Score Speech
Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection Soleymani, Mohammad, et al. May-2015 IEEE Transactions on Affective Computing URL RNN, CCRF EEG
Investigating critical frequency bands and channels for EEG-based emotion recognition with deep neural networks Zheng, Wei-Long, et al. May-2015 IEEE Transactions on Autonomous Mental Development URL DBN EEG
A Novel Semi-Supervised Deep Learning Framework for Affective State Recognition on EEG Signals Jia, Xiaowei, et al. Nov-2014 2014 IEEE international conference on bioinformatics and bioengineering URL ST, AL EEG
Reduce the dimensions of emotional features by principal component analysis for speech emotion recognition Quan, Changqin, et al. Mar-2014 Proceedings of the 2013 IEEE/SICE International Symposium on System Integration URL PCA Speech

Acknowledgement

Zehui Jiao, Xiyang Cai, and Ziyu Jia collaborated to organize and summarize the above papers.

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